Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 113067 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 10538 |
| Duplicate rows (%) | 9.3% |
| Total size in memory | 8.5 MiB |
| Average record size in memory | 79.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 9 |
| Dataset has 10538 (9.3%) duplicate rows | Duplicates |
hour is highly overall correlated with cycle_Evening and 2 other fields | High correlation |
flights_per_hour is highly overall correlated with cycle_Night | High correlation |
cycle_Evening is highly overall correlated with hour | High correlation |
cycle_Morning is highly overall correlated with hour | High correlation |
cycle_Night is highly overall correlated with hour and 1 other fields | High correlation |
cycle_Night is highly imbalanced (71.3%) | Imbalance |
prcp has 77039 (68.1%) zeros | Zeros |
snwd has 106237 (94.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-15 11:37:41.154036 |
|---|---|
| Analysis finished | 2023-06-15 11:38:00.344484 |
| Duration | 19.19 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
delayed_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 883.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113067 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113067 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113067 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113067 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 85167 | |
| 1 | 27900 | 24.7% |
hour
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.167158 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 13 |
| Q3 | 17 |
| 95-th percentile | 21 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.7687551 |
|---|---|
| Coefficient of variation (CV) | 0.36217043 |
| Kurtosis | -1.2424752 |
| Mean | 13.167158 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.0051237951 |
| Sum | 1488771 |
| Variance | 22.741025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 6 | 9268 | 8.2% |
| 8 | 9013 | 8.0% |
| 15 | 8139 | 7.2% |
| 17 | 7870 | 7.0% |
| 16 | 7512 | 6.6% |
| 7 | 7204 | 6.4% |
| 19 | 7033 | 6.2% |
| 14 | 6825 | 6.0% |
| 20 | 6690 | 5.9% |
| 12 | 6605 | 5.8% |
| Other values (10) | 36908 |
| Value | Count | Frequency (%) |
| 1 | 4 | < 0.1% |
| 5 | 1537 | 1.4% |
| 6 | 9268 | |
| 7 | 7204 | |
| 8 | 9013 | |
| 9 | 6559 | |
| 10 | 5095 | |
| 11 | 6220 | |
| 12 | 6605 | |
| 13 | 5300 |
| Value | Count | Frequency (%) |
| 23 | 44 | < 0.1% |
| 22 | 744 | 0.7% |
| 21 | 4889 | |
| 20 | 6690 | |
| 19 | 7033 | |
| 18 | 6516 | |
| 17 | 7870 | |
| 16 | 7512 | |
| 15 | 8139 | |
| 14 | 6825 |
visib
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.3752437 |
| Minimum | 0.13 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 0.13 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 10 |
| median | 10 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9.87 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.8200457 |
|---|---|
| Coefficient of variation (CV) | 0.19413316 |
| Kurtosis | 8.5394575 |
| Mean | 9.3752437 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.069539 |
| Sum | 1060030.7 |
| Variance | 3.3125664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 10 | 97423 | |
| 9 | 2596 | 2.3% |
| 4 | 2062 | 1.8% |
| 8 | 2001 | 1.8% |
| 6 | 1903 | 1.7% |
| 5 | 1771 | 1.6% |
| 3 | 1397 | 1.2% |
| 7 | 1314 | 1.2% |
| 2.5 | 678 | 0.6% |
| 2 | 618 | 0.5% |
| Other values (10) | 1304 | 1.2% |
| Value | Count | Frequency (%) |
| 0.13 | 13 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.25 | 42 | < 0.1% |
| 0.5 | 175 | 0.2% |
| 0.75 | 144 | 0.1% |
| 1 | 278 | |
| 1.25 | 109 | 0.1% |
| 1.5 | 352 | |
| 1.75 | 130 | 0.1% |
| 2 | 618 |
| Value | Count | Frequency (%) |
| 10 | 97423 | |
| 9 | 2596 | 2.3% |
| 8 | 2001 | 1.8% |
| 7 | 1314 | 1.2% |
| 6 | 1903 | 1.7% |
| 5 | 1771 | 1.6% |
| 4 | 2062 | 1.8% |
| 3.5 | 60 | 0.1% |
| 3 | 1397 | 1.2% |
| 2.5 | 678 | 0.6% |
prcp
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11938629 |
| Minimum | 0 |
|---|---|
| Maximum | 3.86 |
| Zeros | 77039 |
| Zeros (%) | 68.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.04 |
| 95-th percentile | 0.7 |
| Maximum | 3.86 |
| Range | 3.86 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.37186433 |
|---|---|
| Coefficient of variation (CV) | 3.1147992 |
| Kurtosis | 39.033874 |
| Mean | 0.11938629 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.5133376 |
| Sum | 13498.65 |
| Variance | 0.13828308 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 77039 | |
| 0.05 | 3180 | 2.8% |
| 0.01 | 2877 | 2.5% |
| 0.03 | 2751 | 2.4% |
| 0.04 | 2533 | 2.2% |
| 0.1 | 1700 | 1.5% |
| 0.09 | 1304 | 1.2% |
| 0.02 | 1277 | 1.1% |
| 0.15 | 1020 | 0.9% |
| 0.14 | 969 | 0.9% |
| Other values (50) | 18417 | 16.3% |
| Value | Count | Frequency (%) |
| 0 | 77039 | |
| 0.01 | 2877 | 2.5% |
| 0.02 | 1277 | 1.1% |
| 0.03 | 2751 | 2.4% |
| 0.04 | 2533 | 2.2% |
| 0.05 | 3180 | 2.8% |
| 0.06 | 298 | 0.3% |
| 0.08 | 338 | 0.3% |
| 0.09 | 1304 | 1.2% |
| 0.1 | 1700 | 1.5% |
| Value | Count | Frequency (%) |
| 3.86 | 263 | |
| 3.05 | 305 | |
| 2.15 | 332 | |
| 2.06 | 318 | |
| 1.79 | 259 | |
| 1.56 | 269 | |
| 1.51 | 269 | |
| 1.24 | 557 | |
| 1.22 | 324 | |
| 1.15 | 5 | < 0.1% |
pres
Real number (ℝ)
| Distinct | 194 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1017.1589 |
| Minimum | 995.8 |
|---|---|
| Maximum | 1039.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 995.8 |
|---|---|
| 5-th percentile | 1006.3 |
| Q1 | 1013.2 |
| median | 1016.3 |
| Q3 | 1021.3 |
| 95-th percentile | 1029 |
| Maximum | 1039.1 |
| Range | 43.3 |
| Interquartile range (IQR) | 8.1 |
Descriptive statistics
| Standard deviation | 6.8609977 |
|---|---|
| Coefficient of variation (CV) | 0.0067452563 |
| Kurtosis | 0.59565993 |
| Mean | 1017.1589 |
| Median Absolute Deviation (MAD) | 3.9 |
| Skewness | 0.13200232 |
| Sum | 1.1500711 × 108 |
| Variance | 47.073289 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1015.3 | 2805 | 2.5% |
| 1014.2 | 2624 | 2.3% |
| 1016.1 | 2003 | 1.8% |
| 1017.7 | 1993 | 1.8% |
| 1013.2 | 1939 | 1.7% |
| 1014.6 | 1921 | 1.7% |
| 1017.3 | 1858 | 1.6% |
| 1011.8 | 1625 | 1.4% |
| 1015.8 | 1597 | 1.4% |
| 1014.7 | 1507 | 1.3% |
| Other values (184) | 93195 |
| Value | Count | Frequency (%) |
| 995.8 | 593 | |
| 997.5 | 319 | |
| 998.4 | 307 | |
| 1001.9 | 334 | |
| 1002.2 | 327 | |
| 1002.6 | 315 | |
| 1002.8 | 330 | |
| 1002.9 | 299 | |
| 1003.4 | 619 | |
| 1003.7 | 319 |
| Value | Count | Frequency (%) |
| 1039.1 | 329 | |
| 1036.1 | 296 | |
| 1035.4 | 219 | |
| 1035.2 | 319 | |
| 1034.1 | 338 | |
| 1033.9 | 235 | |
| 1033.6 | 306 | |
| 1033.4 | 322 | |
| 1033.2 | 230 | |
| 1032.4 | 324 |
month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5809387 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.411402 |
|---|---|
| Coefficient of variation (CV) | 0.51837619 |
| Kurtosis | -1.1788844 |
| Mean | 6.5809387 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.022438548 |
| Sum | 744087 |
| Variance | 11.637663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 10264 | |
| 5 | 9821 | |
| 10 | 9731 | |
| 7 | 9686 | |
| 4 | 9652 | |
| 6 | 9630 | |
| 12 | 9583 | |
| 11 | 9419 | |
| 3 | 9388 | |
| 1 | 9086 | |
| Other values (2) | 16807 |
| Value | Count | Frequency (%) |
| 1 | 9086 | |
| 2 | 7964 | |
| 3 | 9388 | |
| 4 | 9652 | |
| 5 | 9821 | |
| 6 | 9630 | |
| 7 | 9686 | |
| 8 | 10264 | |
| 9 | 8843 | |
| 10 | 9731 |
| Value | Count | Frequency (%) |
| 12 | 9583 | |
| 11 | 9419 | |
| 10 | 9731 | |
| 9 | 8843 | |
| 8 | 10264 | |
| 7 | 9686 | |
| 6 | 9630 | |
| 5 | 9821 | |
| 4 | 9652 | |
| 3 | 9388 |
flights_per_day
Real number (ℝ)
| Distinct | 178 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 841.00111 |
| Minimum | 535 |
|---|---|
| Maximum | 931 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 535 |
|---|---|
| 5-th percentile | 645 |
| Q1 | 820 |
| median | 863 |
| Q3 | 899 |
| 95-th percentile | 917 |
| Maximum | 931 |
| Range | 396 |
| Interquartile range (IQR) | 79 |
Descriptive statistics
| Standard deviation | 81.433341 |
|---|---|
| Coefficient of variation (CV) | 0.096829054 |
| Kurtosis | 1.7665901 |
| Mean | 841.00111 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | -1.5696338 |
| Sum | 95089472 |
| Variance | 6631.3891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 913 | 2386 | 2.1% |
| 905 | 2069 | 1.8% |
| 915 | 2025 | 1.8% |
| 911 | 2013 | 1.8% |
| 849 | 1954 | 1.7% |
| 854 | 1949 | 1.7% |
| 908 | 1724 | 1.5% |
| 899 | 1698 | 1.5% |
| 892 | 1659 | 1.5% |
| 912 | 1648 | 1.5% |
| Other values (168) | 93942 |
| Value | Count | Frequency (%) |
| 535 | 204 | |
| 580 | 219 | |
| 584 | 214 | |
| 590 | 219 | |
| 592 | 218 | |
| 595 | 211 | |
| 597 | 237 | |
| 600 | 221 | |
| 602 | 228 | |
| 606 | 217 |
| Value | Count | Frequency (%) |
| 931 | 361 | 0.3% |
| 928 | 357 | 0.3% |
| 927 | 683 | |
| 925 | 360 | 0.3% |
| 924 | 322 | 0.3% |
| 923 | 1004 | |
| 922 | 339 | 0.3% |
| 921 | 353 | 0.3% |
| 918 | 697 | |
| 917 | 1312 |
flights_per_hour
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.112694 |
| Minimum | 2 |
|---|---|
| Maximum | 84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 45 |
| median | 54 |
| Q3 | 60 |
| 95-th percentile | 69 |
| Maximum | 84 |
| Range | 82 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.495151 |
|---|---|
| Coefficient of variation (CV) | 0.23977173 |
| Kurtosis | 1.4690508 |
| Mean | 52.112694 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.87173275 |
| Sum | 5892226 |
| Variance | 156.12879 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59 | 5668 | 5.0% |
| 58 | 5166 | 4.6% |
| 57 | 5039 | 4.5% |
| 60 | 4780 | 4.2% |
| 56 | 4392 | 3.9% |
| 55 | 3831 | 3.4% |
| 50 | 3668 | 3.2% |
| 61 | 3589 | 3.2% |
| 62 | 3526 | 3.1% |
| 54 | 3498 | 3.1% |
| Other values (72) | 69910 |
| Value | Count | Frequency (%) |
| 2 | 14 | < 0.1% |
| 3 | 30 | < 0.1% |
| 4 | 43 | < 0.1% |
| 5 | 76 | 0.1% |
| 6 | 60 | 0.1% |
| 7 | 101 | 0.1% |
| 8 | 367 | |
| 9 | 291 | |
| 10 | 362 | |
| 11 | 204 |
| Value | Count | Frequency (%) |
| 84 | 2 | < 0.1% |
| 82 | 115 | 0.1% |
| 81 | 91 | 0.1% |
| 80 | 235 | |
| 79 | 231 | |
| 78 | 416 | |
| 77 | 157 | 0.1% |
| 76 | 155 | 0.1% |
| 75 | 295 | |
| 74 | 485 |
snwd
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.16737775 |
| Minimum | 0 |
|---|---|
| Maximum | 5.9 |
| Zeros | 106237 |
| Zeros (%) | 94.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.2 |
| Maximum | 5.9 |
| Range | 5.9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7619903 |
|---|---|
| Coefficient of variation (CV) | 4.5525185 |
| Kurtosis | 28.785349 |
| Mean | 0.16737775 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.2523547 |
| Sum | 18924.9 |
| Variance | 0.58062922 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 106237 | |
| 1.2 | 2302 | 2.0% |
| 2 | 1313 | 1.2% |
| 3.1 | 1167 | 1.0% |
| 5.1 | 1088 | 1.0% |
| 3.9 | 647 | 0.6% |
| 5.9 | 313 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 106237 | |
| 1.2 | 2302 | 2.0% |
| 2 | 1313 | 1.2% |
| 3.1 | 1167 | 1.0% |
| 3.9 | 647 | 0.6% |
| 5.1 | 1088 | 1.0% |
| 5.9 | 313 | 0.3% |
| Value | Count | Frequency (%) |
| 5.9 | 313 | 0.3% |
| 5.1 | 1088 | 1.0% |
| 3.9 | 647 | 0.6% |
| 3.1 | 1167 | 1.0% |
| 2 | 1313 | 1.2% |
| 1.2 | 2302 | 2.0% |
| 0 | 106237 |
tavg
Real number (ℝ)
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.018883 |
| Minimum | 16 |
|---|---|
| Maximum | 87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 883.5 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 43 |
| median | 58 |
| Q3 | 72 |
| 95-th percentile | 80 |
| Maximum | 87 |
| Range | 71 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 16.816694 |
|---|---|
| Coefficient of variation (CV) | 0.29493202 |
| Kurtosis | -0.90074728 |
| Mean | 57.018883 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.28981001 |
| Sum | 6446954 |
| Variance | 282.8012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 76 | 4496 | 4.0% |
| 78 | 3963 | 3.5% |
| 70 | 3832 | 3.4% |
| 42 | 3774 | 3.3% |
| 54 | 3628 | 3.2% |
| 75 | 3623 | 3.2% |
| 71 | 3345 | 3.0% |
| 43 | 3206 | 2.8% |
| 67 | 3203 | 2.8% |
| 63 | 3156 | 2.8% |
| Other values (58) | 76841 |
| Value | Count | Frequency (%) |
| 16 | 322 | 0.3% |
| 17 | 578 | 0.5% |
| 18 | 329 | 0.3% |
| 19 | 281 | 0.2% |
| 20 | 268 | 0.2% |
| 23 | 324 | 0.3% |
| 24 | 1682 | |
| 25 | 265 | 0.2% |
| 26 | 312 | 0.3% |
| 27 | 1453 |
| Value | Count | Frequency (%) |
| 87 | 664 | 0.6% |
| 85 | 936 | 0.8% |
| 84 | 990 | 0.9% |
| 83 | 664 | 0.6% |
| 82 | 576 | 0.5% |
| 81 | 944 | 0.8% |
| 80 | 1914 | |
| 79 | 1184 | 1.0% |
| 78 | 3963 | |
| 77 | 2607 |
cycle_Evening
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 883.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113067 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113067 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113067 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113067 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 84958 | |
| 1 | 28109 | 24.9% |
cycle_Morning
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 883.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113067 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113067 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113067 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113067 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 68171 | |
| 1 | 44896 |
cycle_Night
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 883.5 KiB |
| 0 | |
|---|---|
| 1 | 5681 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113067 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113067 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113067 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113067 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 107386 | |
| 1 | 5681 | 5.0% |
| hour | visib | prcp | pres | month | flights_per_day | flights_per_hour | snwd | tavg | delayed_flag | cycle_Evening | cycle_Morning | cycle_Night | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hour | 1.000 | -0.069 | -0.011 | 0.004 | 0.007 | -0.006 | -0.289 | 0.003 | 0.001 | 0.335 | 1.000 | 0.920 | 1.000 |
| visib | -0.069 | 1.000 | -0.259 | 0.180 | 0.104 | 0.071 | 0.044 | -0.006 | 0.039 | 0.094 | 0.075 | 0.074 | 0.032 |
| prcp | -0.011 | -0.259 | 1.000 | -0.170 | -0.062 | -0.028 | -0.018 | -0.075 | 0.020 | 0.103 | 0.000 | 0.011 | 0.008 |
| pres | 0.004 | 0.180 | -0.170 | 1.000 | 0.115 | -0.092 | -0.029 | 0.054 | -0.242 | 0.083 | 0.000 | 0.000 | 0.015 |
| month | 0.007 | 0.104 | -0.062 | 0.115 | 1.000 | 0.014 | -0.014 | -0.173 | 0.201 | 0.083 | 0.015 | 0.021 | 0.050 |
| flights_per_day | -0.006 | 0.071 | -0.028 | -0.092 | 0.014 | 1.000 | 0.360 | -0.110 | 0.319 | 0.088 | 0.025 | 0.027 | 0.018 |
| flights_per_hour | -0.289 | 0.044 | -0.018 | -0.029 | -0.014 | 0.360 | 1.000 | -0.031 | 0.060 | 0.103 | 0.279 | 0.406 | 0.524 |
| snwd | 0.003 | -0.006 | -0.075 | 0.054 | -0.173 | -0.110 | -0.031 | 1.000 | -0.366 | 0.066 | 0.006 | 0.004 | 0.012 |
| tavg | 0.001 | 0.039 | 0.020 | -0.242 | 0.201 | 0.319 | 0.060 | -0.366 | 1.000 | 0.078 | 0.004 | 0.016 | 0.023 |
| delayed_flag | 0.335 | 0.094 | 0.103 | 0.083 | 0.083 | 0.088 | 0.103 | 0.066 | 0.078 | 1.000 | 0.250 | 0.270 | 0.109 |
| cycle_Evening | 1.000 | 0.075 | 0.000 | 0.000 | 0.015 | 0.025 | 0.279 | 0.006 | 0.004 | 0.250 | 1.000 | 0.467 | 0.132 |
| cycle_Morning | 0.920 | 0.074 | 0.011 | 0.000 | 0.021 | 0.027 | 0.406 | 0.004 | 0.016 | 0.270 | 0.467 | 1.000 | 0.187 |
| cycle_Night | 1.000 | 0.032 | 0.008 | 0.015 | 0.050 | 0.018 | 0.524 | 0.012 | 0.023 | 0.109 | 0.132 | 0.187 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| delayed_flag | hour | visib | prcp | pres | month | flights_per_day | flights_per_hour | snwd | tavg | cycle_Evening | cycle_Morning | cycle_Night | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 21 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 34 | 0.0 | 58 | 0 | 0 | 1 |
| 1 | 0 | 5 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 3 | 0.0 | 58 | 0 | 1 | 0 |
| 2 | 0 | 5 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 3 | 0.0 | 58 | 0 | 1 | 0 |
| 3 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 4 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 5 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 6 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 7 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 8 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| 9 | 0 | 6 | 10.0 | 0.0 | 1027.4 | 10 | 811 | 38 | 0.0 | 58 | 0 | 1 | 0 |
| delayed_flag | hour | visib | prcp | pres | month | flights_per_day | flights_per_hour | snwd | tavg | cycle_Evening | cycle_Morning | cycle_Night | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 113057 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113058 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113059 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113060 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113061 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113062 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113063 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113064 | 0 | 22 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 8 | 0.0 | 61 | 0 | 0 | 1 |
| 113065 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
| 113066 | 0 | 21 | 10.0 | 0.0 | 1020.5 | 9 | 607 | 16 | 0.0 | 61 | 0 | 0 | 1 |
Most frequently occurring
| delayed_flag | hour | visib | prcp | pres | month | flights_per_day | flights_per_hour | snwd | tavg | cycle_Evening | cycle_Morning | cycle_Night | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 413 | 0 | 6 | 10.0 | 0.00 | 1010.0 | 7 | 915 | 68 | 0.0 | 78 | 0 | 1 | 0 | 36 |
| 695 | 0 | 6 | 10.0 | 0.70 | 1013.6 | 8 | 909 | 68 | 0.0 | 80 | 0 | 1 | 0 | 36 |
| 545 | 0 | 6 | 10.0 | 0.00 | 1021.5 | 8 | 912 | 68 | 0.0 | 75 | 0 | 1 | 0 | 35 |
| 708 | 0 | 6 | 10.0 | 2.15 | 1008.9 | 7 | 889 | 68 | 0.0 | 73 | 0 | 1 | 0 | 35 |
| 428 | 0 | 6 | 10.0 | 0.00 | 1012.6 | 7 | 905 | 68 | 0.0 | 71 | 0 | 1 | 0 | 34 |
| 434 | 0 | 6 | 10.0 | 0.00 | 1013.2 | 8 | 927 | 69 | 0.0 | 74 | 0 | 1 | 0 | 34 |
| 520 | 0 | 6 | 10.0 | 0.00 | 1018.7 | 8 | 925 | 68 | 0.0 | 71 | 0 | 1 | 0 | 34 |
| 528 | 0 | 6 | 10.0 | 0.00 | 1019.8 | 8 | 911 | 69 | 0.0 | 78 | 0 | 1 | 0 | 34 |
| 540 | 0 | 6 | 10.0 | 0.00 | 1020.9 | 8 | 928 | 68 | 0.0 | 78 | 0 | 1 | 0 | 34 |
| 544 | 0 | 6 | 10.0 | 0.00 | 1021.4 | 7 | 878 | 67 | 0.0 | 77 | 0 | 1 | 0 | 34 |